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Record W4220681590 · doi:10.1097/mnh.0000000000000792

A review of the AURORA and BLISS trials: will it revolutionize the treatment of lupus nephritis?

2022· article· en· W4220681590 on OpenAlexaff

Bibliographic record

VenueCurrent Opinion in Nephrology & Hypertension · 2022
Typearticle
Languageen
FieldMedicine
TopicSystemic Lupus Erythematosus Research
Canadian institutionsSunnybrook Health Science CentreToronto General HospitalHealth Sciences CentreUniversity Health NetworkUniversity of Toronto
Fundersnot available
KeywordsBelimumabBLISSSystemic lupus erythematosusDiseaseClinical PracticeConfusion

Abstract

fetched live from OpenAlex

PURPOSE OF REVIEW: Renal involvement in patients with systemic lupus erythematosus can lead to significant complications including end-stage renal disease. Treatment of lupus nephritis has evolved over the last several decades, but despite this evolution, many patients fail to achieve remission and often progress to end-stage kidney disease or carry a burden of adverse side effects related to treatment. RECENT FINDINGS: The recent findings from AURORA 1 and BLISS LN trials led the FDA to approve voclosporin and belimumab for the treatment of lupus nephritis. The AURORA 1 trial demonstrated that voclosporin, a second-generation calcineurin inhibitor, effectively lowers proteinuria in patients with lupus nephritis, when added to mycophenolate mofetil with a better safety profile, compared with other calcineurin inhibitors. The BLISS LN trial revealed better control of disease and lower risk of progression to end stage kidney disease (ESKD) and relapses in patients treated with belimumab in addition to standard therapy. SUMMARY: Both voclosporin and belimumab are costly and have not shown any early evidence to revolutionize practice in the management of lupus nephritis. Until more data are made available with future studies or other cost-effective treatment options become available, the widespread adoption and utility of these novel agents remains limited.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.006
Threshold uncertainty score0.023

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.011
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0060.004
Bibliometrics0.0020.003
Science and technology studies0.0000.001
Scholarly communication0.0020.002
Open science0.0020.001
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0060.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.127
GPT teacher head0.380
Teacher spread0.253 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations4
Published2022
Admission routes1
Has abstractyes

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